Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 2940 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 781.1 KiB |
| Average record size in memory | 272.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Boolean | 3 |
| Categorical | 16 |
Over18 has constant value "True" | Constant |
StandardHours has constant value "80" | Constant |
Age is highly correlated with TotalWorkingYears | High correlation |
JobLevel is highly correlated with MonthlyIncome and 1 other fields | High correlation |
MonthlyIncome is highly correlated with JobLevel and 1 other fields | High correlation |
PercentSalaryHike is highly correlated with PerformanceRating | High correlation |
PerformanceRating is highly correlated with PercentSalaryHike | High correlation |
TotalWorkingYears is highly correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly correlated with YearsAtCompany and 1 other fields | High correlation |
Age is highly correlated with JobLevel and 1 other fields | High correlation |
JobLevel is highly correlated with Age and 3 other fields | High correlation |
MonthlyIncome is highly correlated with JobLevel and 2 other fields | High correlation |
PercentSalaryHike is highly correlated with PerformanceRating | High correlation |
PerformanceRating is highly correlated with PercentSalaryHike | High correlation |
TotalWorkingYears is highly correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly correlated with JobLevel and 5 other fields | High correlation |
YearsInCurrentRole is highly correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly correlated with YearsAtCompany and 2 other fields | High correlation |
YearsWithCurrManager is highly correlated with YearsAtCompany and 2 other fields | High correlation |
Age is highly correlated with TotalWorkingYears | High correlation |
JobLevel is highly correlated with MonthlyIncome and 1 other fields | High correlation |
MonthlyIncome is highly correlated with JobLevel and 1 other fields | High correlation |
PercentSalaryHike is highly correlated with PerformanceRating | High correlation |
PerformanceRating is highly correlated with PercentSalaryHike | High correlation |
TotalWorkingYears is highly correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly correlated with TotalWorkingYears and 2 other fields | High correlation |
YearsInCurrentRole is highly correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly correlated with YearsAtCompany and 1 other fields | High correlation |
Education is highly correlated with Over18 and 1 other fields | High correlation |
JobInvolvement is highly correlated with Over18 and 1 other fields | High correlation |
BusinessTravel is highly correlated with Over18 and 1 other fields | High correlation |
Department is highly correlated with JobRole and 3 other fields | High correlation |
JobRole is highly correlated with Department and 3 other fields | High correlation |
StockOptionLevel is highly correlated with Over18 and 2 other fields | High correlation |
OverTime is highly correlated with Over18 and 1 other fields | High correlation |
Over18 is highly correlated with Education and 17 other fields | High correlation |
StandardHours is highly correlated with Education and 17 other fields | High correlation |
PerformanceRating is highly correlated with Over18 and 1 other fields | High correlation |
WorkLifeBalance is highly correlated with Over18 and 1 other fields | High correlation |
Gender is highly correlated with Over18 and 1 other fields | High correlation |
EducationField is highly correlated with Department and 2 other fields | High correlation |
MaritalStatus is highly correlated with StockOptionLevel and 2 other fields | High correlation |
RelationshipSatisfaction is highly correlated with Over18 and 1 other fields | High correlation |
JobLevel is highly correlated with JobRole and 2 other fields | High correlation |
Attrition is highly correlated with Over18 and 1 other fields | High correlation |
EnvironmentSatisfaction is highly correlated with Over18 and 1 other fields | High correlation |
JobSatisfaction is highly correlated with Over18 and 1 other fields | High correlation |
Age is highly correlated with JobLevel and 3 other fields | High correlation |
Department is highly correlated with EducationField and 1 other fields | High correlation |
EducationField is highly correlated with Department and 1 other fields | High correlation |
JobLevel is highly correlated with Age and 6 other fields | High correlation |
JobRole is highly correlated with Department and 4 other fields | High correlation |
MaritalStatus is highly correlated with StockOptionLevel | High correlation |
MonthlyIncome is highly correlated with Age and 4 other fields | High correlation |
PercentSalaryHike is highly correlated with PerformanceRating | High correlation |
PerformanceRating is highly correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly correlated with MaritalStatus | High correlation |
TotalWorkingYears is highly correlated with Age and 7 other fields | High correlation |
YearsAtCompany is highly correlated with Age and 6 other fields | High correlation |
YearsInCurrentRole is highly correlated with JobLevel and 4 other fields | High correlation |
YearsSinceLastPromotion is highly correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsWithCurrManager is highly correlated with JobLevel and 4 other fields | High correlation |
EmployeeNumber is uniformly distributed | Uniform |
EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 394 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 108 (3.7%) zeros | Zeros |
YearsAtCompany has 88 (3.0%) zeros | Zeros |
YearsInCurrentRole has 488 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 1162 (39.5%) zeros | Zeros |
YearsWithCurrManager has 526 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-28 03:10:36.245378 |
|---|---|
| Analysis finished | 2022-02-28 03:11:23.466500 |
| Duration | 47.22 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 2940 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1470.5 |
| Minimum | 1 |
|---|---|
| Maximum | 2940 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 147.95 |
| Q1 | 735.75 |
| median | 1470.5 |
| Q3 | 2205.25 |
| 95-th percentile | 2793.05 |
| Maximum | 2940 |
| Range | 2939 |
| Interquartile range (IQR) | 1469.5 |
Descriptive statistics
| Standard deviation | 848.849221 |
|---|---|
| Coefficient of variation (CV) | 0.5772521054 |
| Kurtosis | -1.2 |
| Mean | 1470.5 |
| Median Absolute Deviation (MAD) | 735 |
| Skewness | 0 |
| Sum | 4323270 |
| Variance | 720545 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 1954 | 1 | < 0.1% |
| 1956 | 1 | < 0.1% |
| 1957 | 1 | < 0.1% |
| 1958 | 1 | < 0.1% |
| 1959 | 1 | < 0.1% |
| 1960 | 1 | < 0.1% |
| 1961 | 1 | < 0.1% |
| 1962 | 1 | < 0.1% |
| 1963 | 1 | < 0.1% |
| Other values (2930) | 2930 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 2940 | 1 | |
| 2939 | 1 | |
| 2938 | 1 | |
| 2937 | 1 | |
| 2936 | 1 | |
| 2935 | 1 | |
| 2934 | 1 | |
| 2933 | 1 | |
| 2932 | 1 | |
| 2931 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2466 | |
| True | 474 | 16.1% |
| Distinct | 43 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92380952 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.133819193 |
|---|---|
| Coefficient of variation (CV) | 0.2473693617 |
| Kurtosis | -0.4054998352 |
| Mean | 36.92380952 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4130752441 |
| Sum | 108556 |
| Variance | 83.42665306 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 156 | 5.3% |
| 34 | 154 | 5.2% |
| 36 | 138 | 4.7% |
| 31 | 138 | 4.7% |
| 29 | 136 | 4.6% |
| 32 | 122 | 4.1% |
| 30 | 120 | 4.1% |
| 33 | 116 | 3.9% |
| 38 | 116 | 3.9% |
| 40 | 114 | 3.9% |
| Other values (33) | 1630 |
| Value | Count | Frequency (%) |
| 18 | 16 | 0.5% |
| 19 | 18 | 0.6% |
| 20 | 22 | 0.7% |
| 21 | 26 | 0.9% |
| 22 | 32 | 1.1% |
| 23 | 28 | 1.0% |
| 24 | 52 | |
| 25 | 52 | |
| 26 | 78 | |
| 27 | 96 |
| Value | Count | Frequency (%) |
| 60 | 10 | 0.3% |
| 59 | 20 | |
| 58 | 28 | |
| 57 | 8 | 0.3% |
| 56 | 28 | |
| 55 | 44 | |
| 54 | 36 | |
| 53 | 38 | |
| 52 | 36 | |
| 51 | 38 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.44761905 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Frequently |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Frequently |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 2086 | |
| Travel_Frequently | 554 | 18.8% |
| Non-Travel | 300 | 10.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| travel_rarely | 2086 | |
| travel_frequently | 554 | 18.8% |
| non-travel | 300 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
DailyRate
Real number (ℝ≥0)
| Distinct | 886 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.4857143 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 164 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1425 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.4404468 |
|---|---|
| Coefficient of variation (CV) | 0.5027384782 |
| Kurtosis | -1.203817139 |
| Mean | 802.4857143 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.003516771484 |
| Sum | 2359308 |
| Variance | 162764.1941 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 12 | 0.4% |
| 408 | 10 | 0.3% |
| 530 | 10 | 0.3% |
| 1329 | 10 | 0.3% |
| 1082 | 10 | 0.3% |
| 329 | 10 | 0.3% |
| 829 | 8 | 0.3% |
| 1469 | 8 | 0.3% |
| 267 | 8 | 0.3% |
| 217 | 8 | 0.3% |
| Other values (876) | 2846 |
| Value | Count | Frequency (%) |
| 102 | 2 | 0.1% |
| 103 | 2 | 0.1% |
| 104 | 2 | 0.1% |
| 105 | 2 | 0.1% |
| 106 | 2 | 0.1% |
| 107 | 2 | 0.1% |
| 109 | 2 | 0.1% |
| 111 | 6 | |
| 115 | 2 | 0.1% |
| 116 | 4 |
| Value | Count | Frequency (%) |
| 1499 | 2 | 0.1% |
| 1498 | 2 | 0.1% |
| 1496 | 4 | |
| 1495 | 6 | |
| 1492 | 2 | 0.1% |
| 1490 | 8 | |
| 1488 | 2 | 0.1% |
| 1485 | 6 | |
| 1482 | 2 | 0.1% |
| 1480 | 4 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 126 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.54217687 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 1922 | |
| Sales | 892 | |
| Human Resources | 126 | 4.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| research | 1922 | |
| 1922 | ||
| development | 1922 | |
| sales | 892 | |
| human | 126 | 1.8% |
| resources | 126 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
DistanceFromHome
Real number (ℝ≥0)
| Distinct | 29 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517007 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.105485131 |
|---|---|
| Coefficient of variation (CV) | 0.881748179 |
| Kurtosis | -0.2264931379 |
| Mean | 9.192517007 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.9576287023 |
| Sum | 27026 |
| Variance | 65.69888921 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 422 | |
| 1 | 416 | |
| 10 | 172 | 5.9% |
| 9 | 170 | 5.8% |
| 3 | 168 | 5.7% |
| 7 | 168 | 5.7% |
| 8 | 160 | 5.4% |
| 5 | 130 | 4.4% |
| 4 | 128 | 4.4% |
| 6 | 118 | 4.0% |
| Other values (19) | 888 |
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 422 | |
| 3 | 168 | 5.7% |
| 4 | 128 | 4.4% |
| 5 | 130 | 4.4% |
| 6 | 118 | 4.0% |
| 7 | 168 | 5.7% |
| 8 | 160 | 5.4% |
| 9 | 170 | |
| 10 | 172 |
| Value | Count | Frequency (%) |
| 29 | 54 | |
| 28 | 46 | |
| 27 | 24 | |
| 26 | 50 | |
| 25 | 50 | |
| 24 | 56 | |
| 23 | 54 | |
| 22 | 38 | |
| 21 | 36 | |
| 20 | 50 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 96 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1144 | |
| 4 | 796 | |
| 2 | 564 | |
| 1 | 340 | 11.6% |
| 5 | 96 | 3.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 1144 | |
| 4 | 796 | |
| 2 | 564 | |
| 1 | 340 | 11.6% |
| 5 | 96 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 10.53333333 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 1212 | |
| Medical | 928 | |
| Marketing | 318 | 10.8% |
| Technical Degree | 264 | 9.0% |
| Other | 164 | 5.6% |
| Human Resources | 54 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| life | 1212 | |
| sciences | 1212 | |
| medical | 928 | |
| marketing | 318 | 7.1% |
| technical | 264 | 5.9% |
| degree | 264 | 5.9% |
| other | 164 | 3.7% |
| human | 54 | 1.2% |
| resources | 54 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 906 | |
| 4 | 892 | |
| 2 | 574 | |
| 1 | 568 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 906 | |
| 4 | 892 | |
| 2 | 574 | |
| 1 | 568 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 1764 | |
| Female | 1176 |
Length
Pie chart
| Value | Count | Frequency (%) |
| male | 1764 | |
| female | 1176 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
HourlyRate
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.89115646 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.32596874 |
|---|---|
| Coefficient of variation (CV) | 0.308477948 |
| Kurtosis | -1.196405417 |
| Mean | 65.89115646 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.03229445229 |
| Sum | 193720 |
| Variance | 413.1450051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 66 | 58 | 2.0% |
| 98 | 56 | 1.9% |
| 42 | 56 | 1.9% |
| 48 | 56 | 1.9% |
| 84 | 56 | 1.9% |
| 57 | 54 | 1.8% |
| 79 | 54 | 1.8% |
| 96 | 54 | 1.8% |
| 54 | 52 | 1.8% |
| 52 | 52 | 1.8% |
| Other values (61) | 2392 |
| Value | Count | Frequency (%) |
| 30 | 38 | |
| 31 | 30 | |
| 32 | 48 | |
| 33 | 38 | |
| 34 | 24 | |
| 35 | 36 | |
| 36 | 36 | |
| 37 | 36 | |
| 38 | 26 | |
| 39 | 34 |
| Value | Count | Frequency (%) |
| 100 | 38 | |
| 99 | 40 | |
| 98 | 56 | |
| 97 | 42 | |
| 96 | 54 | |
| 95 | 46 | |
| 94 | 44 | |
| 93 | 32 | |
| 92 | 50 | |
| 91 | 36 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 166 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1736 | |
| 2 | 750 | |
| 4 | 288 | 9.8% |
| 1 | 166 | 5.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 1736 | |
| 2 | 750 | |
| 4 | 288 | 9.8% |
| 1 | 166 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1086 | |
| 2 | 1068 | |
| 3 | 436 | |
| 4 | 212 | 7.2% |
| 5 | 138 | 4.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 1086 | |
| 2 | 1068 | |
| 3 | 436 | |
| 4 | 212 | 7.2% |
| 5 | 138 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 18 |
| Mean length | 18.0707483 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales Executive |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Laboratory Technician |
| 4th row | Research Scientist |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 652 | |
| Research Scientist | 584 | |
| Laboratory Technician | 518 | |
| Manufacturing Director | 290 | |
| Healthcare Representative | 262 | |
| Manager | 204 | 6.9% |
| Sales Representative | 166 | 5.6% |
| Research Director | 160 | 5.4% |
| Human Resources | 104 | 3.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| sales | 818 | |
| research | 744 | |
| executive | 652 | |
| scientist | 584 | |
| laboratory | 518 | |
| technician | 518 | |
| director | 450 | |
| representative | 428 | |
| manufacturing | 290 | 5.1% |
| healthcare | 262 | 4.6% |
| Other values (3) | 412 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 918 | |
| 3 | 884 | |
| 1 | 578 | |
| 2 | 560 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4 | 918 | |
| 3 | 884 | |
| 1 | 578 | |
| 2 | 560 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.902721088 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 1346 | |
| Single | 940 | |
| Divorced | 654 |
Length
Pie chart
| Value | Count | Frequency (%) |
| married | 1346 | |
| single | 940 | |
| divorced | 654 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1349 |
|---|---|
| Distinct (%) | 45.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.931293 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8380 |
| 95-th percentile | 17856 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5469 |
Descriptive statistics
| Standard deviation | 4707.15577 |
|---|---|
| Coefficient of variation (CV) | 0.7238513768 |
| Kurtosis | 1.001480439 |
| Mean | 6502.931293 |
| Median Absolute Deviation (MAD) | 2199 |
| Skewness | 1.369117141 |
| Sum | 19118618 |
| Variance | 22157315.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2342 | 8 | 0.3% |
| 6142 | 6 | 0.2% |
| 2741 | 6 | 0.2% |
| 2559 | 6 | 0.2% |
| 2610 | 6 | 0.2% |
| 2451 | 6 | 0.2% |
| 5562 | 6 | 0.2% |
| 3452 | 6 | 0.2% |
| 2380 | 6 | 0.2% |
| 6347 | 6 | 0.2% |
| Other values (1339) | 2878 |
| Value | Count | Frequency (%) |
| 1009 | 2 | |
| 1051 | 2 | |
| 1052 | 2 | |
| 1081 | 2 | |
| 1091 | 2 | |
| 1102 | 2 | |
| 1118 | 2 | |
| 1129 | 2 | |
| 1200 | 2 | |
| 1223 | 2 |
| Value | Count | Frequency (%) |
| 19999 | 2 | |
| 19973 | 2 | |
| 19943 | 2 | |
| 19926 | 2 | |
| 19859 | 2 | |
| 19847 | 2 | |
| 19845 | 2 | |
| 19833 | 2 | |
| 19740 | 2 | |
| 19717 | 2 |
MonthlyRate
Real number (ℝ≥0)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 48.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14313.1034 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3376 |
| Q1 | 8045 |
| median | 14235.5 |
| Q3 | 20462 |
| 95-th percentile | 25440 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12417 |
Descriptive statistics
| Standard deviation | 7116.575021 |
|---|---|
| Coefficient of variation (CV) | 0.4972069873 |
| Kurtosis | -1.214931492 |
| Mean | 14313.1034 |
| Median Absolute Deviation (MAD) | 6206.5 |
| Skewness | 0.01856832054 |
| Sum | 42080524 |
| Variance | 50645640.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4223 | 6 | 0.2% |
| 9150 | 6 | 0.2% |
| 9558 | 4 | 0.1% |
| 12858 | 4 | 0.1% |
| 22074 | 4 | 0.1% |
| 25326 | 4 | 0.1% |
| 9096 | 4 | 0.1% |
| 13008 | 4 | 0.1% |
| 12355 | 4 | 0.1% |
| 7744 | 4 | 0.1% |
| Other values (1417) | 2896 |
| Value | Count | Frequency (%) |
| 2094 | 2 | |
| 2097 | 2 | |
| 2104 | 2 | |
| 2112 | 2 | |
| 2122 | 2 | |
| 2125 | 4 | |
| 2137 | 2 | |
| 2227 | 2 | |
| 2243 | 2 | |
| 2253 | 2 |
| Value | Count | Frequency (%) |
| 26999 | 2 | |
| 26997 | 2 | |
| 26968 | 2 | |
| 26959 | 2 | |
| 26956 | 2 | |
| 26933 | 2 | |
| 26914 | 2 | |
| 26897 | 2 | |
| 26894 | 2 | |
| 26862 | 2 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.693197279 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 394 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.497583994 |
|---|---|
| Coefficient of variation (CV) | 0.927367636 |
| Kurtosis | 0.008154234519 |
| Mean | 2.693197279 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.025946912 |
| Sum | 7918 |
| Variance | 6.237925807 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 394 | 13.4% |
| 3 | 318 | 10.8% |
| 2 | 292 | 9.9% |
| 4 | 278 | 9.5% |
| 7 | 148 | 5.0% |
| 6 | 140 | 4.8% |
| 5 | 126 | 4.3% |
| 9 | 104 | 3.5% |
| 8 | 98 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 394 | 13.4% |
| 1 | 1042 | |
| 2 | 292 | 9.9% |
| 3 | 318 | 10.8% |
| 4 | 278 | 9.5% |
| 5 | 126 | 4.3% |
| 6 | 140 | 4.8% |
| 7 | 148 | 5.0% |
| 8 | 98 | 3.3% |
| 9 | 104 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 104 | 3.5% |
| 8 | 98 | 3.3% |
| 7 | 148 | 5.0% |
| 6 | 140 | 4.8% |
| 5 | 126 | 4.3% |
| 4 | 278 | 9.5% |
| 3 | 318 | 10.8% |
| 2 | 292 | 9.9% |
| 1 | 1042 | |
| 0 | 394 | 13.4% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 2940 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2108 | |
| True | 832 | 28.3% |
PercentSalaryHike
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 15 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.20952381 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.659315013 |
|---|---|
| Coefficient of variation (CV) | 0.2405936609 |
| Kurtosis | -0.3021290683 |
| Mean | 15.20952381 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8207086405 |
| Sum | 44716 |
| Variance | 13.39058637 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 420 | |
| 13 | 418 | |
| 14 | 402 | |
| 12 | 396 | |
| 15 | 202 | |
| 18 | 178 | |
| 17 | 164 | 5.6% |
| 16 | 156 | 5.3% |
| 19 | 152 | 5.2% |
| 22 | 112 | 3.8% |
| Other values (5) | 340 |
| Value | Count | Frequency (%) |
| 11 | 420 | |
| 12 | 396 | |
| 13 | 418 | |
| 14 | 402 | |
| 15 | 202 | |
| 16 | 156 | 5.3% |
| 17 | 164 | 5.6% |
| 18 | 178 | |
| 19 | 152 | 5.2% |
| 20 | 110 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 36 | 1.2% |
| 24 | 42 | 1.4% |
| 23 | 56 | 1.9% |
| 22 | 112 | |
| 21 | 96 | |
| 20 | 110 | |
| 19 | 152 | |
| 18 | 178 | |
| 17 | 164 | |
| 16 | 156 |
PerformanceRating
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2488 | |
| 4 | 452 | 15.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 2488 | |
| 4 | 452 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 918 | |
| 4 | 864 | |
| 2 | 606 | |
| 1 | 552 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 918 | |
| 4 | 864 | |
| 2 | 606 | |
| 1 | 552 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 80 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80 |
|---|---|
| 2nd row | 80 |
| 3rd row | 80 |
| 4th row | 80 |
| 5th row | 80 |
Common Values
| Value | Count | Frequency (%) |
| 80 | 2940 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 80 | 2940 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1262 | |
| 1 | 1192 | |
| 2 | 316 | 10.7% |
| 3 | 170 | 5.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 1262 | |
| 1 | 1192 | |
| 2 | 316 | 10.7% |
| 3 | 170 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
TotalWorkingYears
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 40 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.27959184 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 22 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.77945785 |
|---|---|
| Coefficient of variation (CV) | 0.6896932055 |
| Kurtosis | 0.9146652211 |
| Mean | 11.27959184 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.116601334 |
| Sum | 33162 |
| Variance | 60.51996445 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 404 | 13.7% |
| 6 | 250 | 8.5% |
| 8 | 206 | 7.0% |
| 9 | 192 | 6.5% |
| 5 | 176 | 6.0% |
| 7 | 162 | 5.5% |
| 1 | 162 | 5.5% |
| 4 | 126 | 4.3% |
| 12 | 96 | 3.3% |
| 3 | 84 | 2.9% |
| Other values (30) | 1082 |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.7% |
| 1 | 162 | |
| 2 | 62 | 2.1% |
| 3 | 84 | 2.9% |
| 4 | 126 | |
| 5 | 176 | |
| 6 | 250 | |
| 7 | 162 | |
| 8 | 206 | |
| 9 | 192 |
| Value | Count | Frequency (%) |
| 40 | 4 | 0.1% |
| 38 | 2 | 0.1% |
| 37 | 8 | |
| 36 | 12 | |
| 35 | 6 | 0.2% |
| 34 | 10 | |
| 33 | 14 | |
| 32 | 18 | |
| 31 | 18 | |
| 30 | 14 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.799319728 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 108 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.289051264 |
|---|---|
| Coefficient of variation (CV) | 0.4604873288 |
| Kurtosis | 0.4921087248 |
| Mean | 2.799319728 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5528417007 |
| Sum | 8230 |
| Variance | 1.661653161 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1094 | |
| 3 | 982 | |
| 4 | 246 | 8.4% |
| 5 | 238 | 8.1% |
| 1 | 142 | 4.8% |
| 6 | 130 | 4.4% |
| 0 | 108 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 108 | 3.7% |
| 1 | 142 | 4.8% |
| 2 | 1094 | |
| 3 | 982 | |
| 4 | 246 | 8.4% |
| 5 | 238 | 8.1% |
| 6 | 130 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 130 | 4.4% |
| 5 | 238 | 8.1% |
| 4 | 246 | 8.4% |
| 3 | 982 | |
| 2 | 1094 | |
| 1 | 142 | 4.8% |
| 0 | 108 | 3.7% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 160 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1786 | |
| 2 | 688 | 23.4% |
| 4 | 306 | 10.4% |
| 1 | 160 | 5.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 1786 | |
| 2 | 688 | 23.4% |
| 4 | 306 | 10.4% |
| 1 | 160 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
YearsAtCompany
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 37 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.008163265 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 88 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.125482783 |
|---|---|
| Coefficient of variation (CV) | 0.8740496691 |
| Kurtosis | 3.926771682 |
| Mean | 7.008163265 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.763628341 |
| Sum | 20604 |
| Variance | 37.52153933 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 392 | |
| 1 | 342 | |
| 3 | 256 | |
| 2 | 254 | |
| 10 | 240 | |
| 4 | 220 | 7.5% |
| 7 | 180 | 6.1% |
| 9 | 164 | 5.6% |
| 8 | 160 | 5.4% |
| 6 | 152 | 5.2% |
| Other values (27) | 580 |
| Value | Count | Frequency (%) |
| 0 | 88 | 3.0% |
| 1 | 342 | |
| 2 | 254 | |
| 3 | 256 | |
| 4 | 220 | |
| 5 | 392 | |
| 6 | 152 | 5.2% |
| 7 | 180 | |
| 8 | 160 | |
| 9 | 164 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 37 | 2 | 0.1% |
| 36 | 4 | 0.1% |
| 34 | 2 | 0.1% |
| 33 | 10 | |
| 32 | 6 | |
| 31 | 6 | |
| 30 | 2 | 0.1% |
| 29 | 4 | 0.1% |
| 27 | 4 | 0.1% |
YearsInCurrentRole
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 19 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.229251701 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 488 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.622520593 |
|---|---|
| Coefficient of variation (CV) | 0.8565393713 |
| Kurtosis | 0.4745664051 |
| Mean | 4.229251701 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9168946757 |
| Sum | 12434 |
| Variance | 13.12265545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 744 | |
| 0 | 488 | |
| 7 | 444 | |
| 3 | 270 | 9.2% |
| 4 | 208 | 7.1% |
| 8 | 178 | 6.1% |
| 9 | 134 | 4.6% |
| 1 | 114 | 3.9% |
| 6 | 74 | 2.5% |
| 5 | 72 | 2.4% |
| Other values (9) | 214 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 488 | |
| 1 | 114 | 3.9% |
| 2 | 744 | |
| 3 | 270 | 9.2% |
| 4 | 208 | 7.1% |
| 5 | 72 | 2.4% |
| 6 | 74 | 2.5% |
| 7 | 444 | |
| 8 | 178 | 6.1% |
| 9 | 134 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.1% |
| 17 | 8 | 0.3% |
| 16 | 14 | 0.5% |
| 15 | 16 | 0.5% |
| 14 | 22 | 0.7% |
| 13 | 28 | 1.0% |
| 12 | 20 | 0.7% |
| 11 | 44 | 1.5% |
| 10 | 58 | |
| 9 | 134 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.187755102 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 1162 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.221882014 |
|---|---|
| Coefficient of variation (CV) | 1.472688607 |
| Kurtosis | 3.604485231 |
| Mean | 2.187755102 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.983276643 |
| Sum | 6432 |
| Variance | 10.38052371 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1162 | |
| 1 | 714 | |
| 2 | 318 | 10.8% |
| 7 | 152 | 5.2% |
| 4 | 122 | 4.1% |
| 3 | 104 | 3.5% |
| 5 | 90 | 3.1% |
| 6 | 64 | 2.2% |
| 11 | 48 | 1.6% |
| 8 | 36 | 1.2% |
| Other values (6) | 130 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 1162 | |
| 1 | 714 | |
| 2 | 318 | 10.8% |
| 3 | 104 | 3.5% |
| 4 | 122 | 4.1% |
| 5 | 90 | 3.1% |
| 6 | 64 | 2.2% |
| 7 | 152 | 5.2% |
| 8 | 36 | 1.2% |
| 9 | 34 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 26 | 0.9% |
| 14 | 18 | 0.6% |
| 13 | 20 | 0.7% |
| 12 | 20 | 0.7% |
| 11 | 48 | 1.6% |
| 10 | 12 | 0.4% |
| 9 | 34 | 1.2% |
| 8 | 36 | 1.2% |
| 7 | 152 | |
| 6 | 64 |
YearsWithCurrManager
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 18 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.123129252 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 526 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.567529037 |
|---|---|
| Coefficient of variation (CV) | 0.8652479267 |
| Kurtosis | 0.1687248825 |
| Mean | 4.123129252 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8330253638 |
| Sum | 12122 |
| Variance | 12.72726343 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 688 | |
| 0 | 526 | |
| 7 | 432 | |
| 3 | 284 | |
| 8 | 214 | 7.3% |
| 4 | 196 | 6.7% |
| 1 | 152 | 5.2% |
| 9 | 128 | 4.4% |
| 5 | 62 | 2.1% |
| 6 | 58 | 2.0% |
| Other values (8) | 200 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 526 | |
| 1 | 152 | 5.2% |
| 2 | 688 | |
| 3 | 284 | |
| 4 | 196 | 6.7% |
| 5 | 62 | 2.1% |
| 6 | 58 | 2.0% |
| 7 | 432 | |
| 8 | 214 | 7.3% |
| 9 | 128 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 14 | 0.5% |
| 16 | 4 | 0.1% |
| 15 | 10 | 0.3% |
| 14 | 10 | 0.3% |
| 13 | 28 | 1.0% |
| 12 | 36 | 1.2% |
| 11 | 44 | 1.5% |
| 10 | 54 | 1.8% |
| 9 | 128 | |
| 8 | 214 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| EmployeeNumber | Attrition | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Yes | 41 | Travel_Rarely | 1102 | Sales | 1 | 2 | Life Sciences | 2 | Female | 94 | 3 | 2 | Sales Executive | 4 | Single | 5993 | 19479 | 8 | Y | Yes | 11 | 3 | 1 | 80 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 1 | 2 | No | 49 | Travel_Frequently | 279 | Research & Development | 8 | 1 | Life Sciences | 3 | Male | 61 | 2 | 2 | Research Scientist | 2 | Married | 5130 | 24907 | 1 | Y | No | 23 | 4 | 4 | 80 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 2 | 3 | Yes | 37 | Travel_Rarely | 1373 | Research & Development | 2 | 2 | Other | 4 | Male | 92 | 2 | 1 | Laboratory Technician | 3 | Single | 2090 | 2396 | 6 | Y | Yes | 15 | 3 | 2 | 80 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 3 | 4 | No | 33 | Travel_Frequently | 1392 | Research & Development | 3 | 4 | Life Sciences | 4 | Female | 56 | 3 | 1 | Research Scientist | 3 | Married | 2909 | 23159 | 1 | Y | Yes | 11 | 3 | 3 | 80 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 5 | No | 27 | Travel_Rarely | 591 | Research & Development | 2 | 1 | Medical | 1 | Male | 40 | 3 | 1 | Laboratory Technician | 2 | Married | 3468 | 16632 | 9 | Y | No | 12 | 3 | 4 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 6 | No | 32 | Travel_Frequently | 1005 | Research & Development | 2 | 2 | Life Sciences | 4 | Male | 79 | 3 | 1 | Laboratory Technician | 4 | Single | 3068 | 11864 | 0 | Y | No | 13 | 3 | 3 | 80 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 7 | No | 59 | Travel_Rarely | 1324 | Research & Development | 3 | 3 | Medical | 3 | Female | 81 | 4 | 1 | Laboratory Technician | 1 | Married | 2670 | 9964 | 4 | Y | Yes | 20 | 4 | 1 | 80 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 8 | No | 30 | Travel_Rarely | 1358 | Research & Development | 24 | 1 | Life Sciences | 4 | Male | 67 | 3 | 1 | Laboratory Technician | 3 | Divorced | 2693 | 13335 | 1 | Y | No | 22 | 4 | 2 | 80 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 9 | No | 38 | Travel_Frequently | 216 | Research & Development | 23 | 3 | Life Sciences | 4 | Male | 44 | 2 | 3 | Manufacturing Director | 3 | Single | 9526 | 8787 | 0 | Y | No | 21 | 4 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 10 | No | 36 | Travel_Rarely | 1299 | Research & Development | 27 | 3 | Medical | 3 | Male | 94 | 3 | 2 | Healthcare Representative | 3 | Married | 5237 | 16577 | 6 | Y | No | 13 | 3 | 2 | 80 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
Last rows
| EmployeeNumber | Attrition | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2930 | 2931 | No | 29 | Travel_Rarely | 468 | Research & Development | 28 | 4 | Medical | 4 | Female | 73 | 2 | 1 | Research Scientist | 1 | Single | 3785 | 8489 | 1 | Y | No | 14 | 3 | 2 | 80 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 2931 | 2932 | Yes | 50 | Travel_Rarely | 410 | Sales | 28 | 3 | Marketing | 4 | Male | 39 | 2 | 3 | Sales Executive | 1 | Divorced | 10854 | 16586 | 4 | Y | Yes | 13 | 3 | 2 | 80 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
| 2932 | 2933 | No | 39 | Travel_Rarely | 722 | Sales | 24 | 1 | Marketing | 2 | Female | 60 | 2 | 4 | Sales Executive | 4 | Married | 12031 | 8828 | 0 | Y | No | 11 | 3 | 1 | 80 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 2933 | 2934 | No | 31 | Non-Travel | 325 | Research & Development | 5 | 3 | Medical | 2 | Male | 74 | 3 | 2 | Manufacturing Director | 1 | Single | 9936 | 3787 | 0 | Y | No | 19 | 3 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 2934 | 2935 | No | 26 | Travel_Rarely | 1167 | Sales | 5 | 3 | Other | 4 | Female | 30 | 2 | 1 | Sales Representative | 3 | Single | 2966 | 21378 | 0 | Y | No | 18 | 3 | 4 | 80 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 2935 | 2936 | No | 36 | Travel_Frequently | 884 | Research & Development | 23 | 2 | Medical | 3 | Male | 41 | 4 | 2 | Laboratory Technician | 4 | Married | 2571 | 12290 | 4 | Y | No | 17 | 3 | 3 | 80 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 2936 | 2937 | No | 39 | Travel_Rarely | 613 | Research & Development | 6 | 1 | Medical | 4 | Male | 42 | 2 | 3 | Healthcare Representative | 1 | Married | 9991 | 21457 | 4 | Y | No | 15 | 3 | 1 | 80 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 2937 | 2938 | No | 27 | Travel_Rarely | 155 | Research & Development | 4 | 3 | Life Sciences | 2 | Male | 87 | 4 | 2 | Manufacturing Director | 2 | Married | 6142 | 5174 | 1 | Y | Yes | 20 | 4 | 2 | 80 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 2938 | 2939 | No | 49 | Travel_Frequently | 1023 | Sales | 2 | 3 | Medical | 4 | Male | 63 | 2 | 2 | Sales Executive | 2 | Married | 5390 | 13243 | 2 | Y | No | 14 | 3 | 4 | 80 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 2939 | 2940 | No | 34 | Travel_Rarely | 628 | Research & Development | 8 | 3 | Medical | 2 | Male | 82 | 4 | 2 | Laboratory Technician | 3 | Married | 4404 | 10228 | 2 | Y | No | 12 | 3 | 1 | 80 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |